1 Answer
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It needs to be hooked into the same network (physically through router or over wifi).

You could also buy another router and set it up as a bridge to the other router and you can plug your 2nd desktop into the router. This is quite trivial if you set up the second router with DD-WRT (custom firmware for the router).